'scientific' is the more common adjective form though 'science' is making headway. In your example, seemingly speech, which could easily be quite casual, I would expect to hear either.
Results 1 - 10 of about 480,000 English pages for "scientific terms".
Results 1 - 10 of about 121,000 English pages for "science terms".
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